Overview

Brought to you by YData

Dataset statistics

Number of variables	23
Number of observations	3678
Missing cells	6708
Missing cells (%)	7.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	637.1 B

Variable types

Categorical	10
Text	4
Numeric	9

Alerts

`bathroom` is highly overall correlated with `bedRoom` and 4 other fields	High correlation
`bedRoom` is highly overall correlated with `bathroom` and 4 other fields	High correlation
`built_up_area` is highly overall correlated with `carpet_area` and 2 other fields	High correlation
`carpet_area` is highly overall correlated with `bathroom` and 4 other fields	High correlation
`facing` is highly overall correlated with `built_up_area`	High correlation
`price` is highly overall correlated with `bathroom` and 5 other fields	High correlation
`price_per_sq_ft` is highly overall correlated with `price`	High correlation
`property_type` is highly overall correlated with `bedRoom` and 2 other fields	High correlation
`servant room` is highly overall correlated with `bathroom` and 1 other fields	High correlation
`super_built_up_area` is highly overall correlated with `bathroom` and 6 other fields	High correlation
`store room` is highly imbalanced (55.7%)	Imbalance
`facing` has 1046 (28.4%) missing values	Missing
`super_built_up_area` has 1803 (49.0%) missing values	Missing
`built_up_area` has 1988 (54.1%) missing values	Missing
`carpet_area` has 1806 (49.1%) missing values	Missing
`built_up_area` is highly skewed (γ1 = 40.77881958)	Skewed
`carpet_area` is highly skewed (γ1 = 24.33323909)	Skewed
`floorNum` has 129 (3.5%) zeros	Zeros
`luxury_score` has 463 (12.6%) zeros	Zeros

Reproduction

Analysis started	2025-07-04 14:25:37.401051
Analysis finished	2025-07-04 14:25:58.290409
Duration	20.89 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

property_type
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	219.9 KiB

flat	2818
house	859

Length

Max length	5
Median length	4
Mean length	4.2336144
Min length	4

Characters and Unicode

Total characters	15567
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	flat
2nd row	flat
3rd row	house
4th row	house
5th row	flat

Common Values

Value	Count	Frequency (%)
flat	2818	76.6%
house	859	23.4%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
flat	2818	76.6%
house	859	23.4%

Most occurring characters

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15567	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15567	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15567	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

society
Text

Distinct	676
Distinct (%)	18.4%
Missing	2
Missing (%)	0.1%
Memory size	265.3 KiB

Length

Max length	49
Median length	39
Mean length	16.869695
Min length	1

Characters and Unicode

Total characters	62013
Distinct characters	41
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	308 ?
Unique (%)	8.4%

Sample

1st row	dlf the belaire
2nd row	imperia the esfera
3rd row	independent
4th row	u block dlf phase 3 road no 21
5th row	mrg skyline

Value	Count	Frequency (%)
independent	491	5.1%
the	350	3.6%
dlf	220	2.3%
park	209	2.2%
city	166	1.7%
emaar	155	1.6%
global	153	1.6%
m3m	152	1.6%
signature	150	1.6%
heights	134	1.4%
Other values (783)	7497	77.5%

Most occurring characters

Value	Count	Frequency (%)
e	6710	10.8%
	6003	9.7%
a	5861	9.5%
r	4171	6.7%
n	4163	6.7%
i	3830	6.2%
t	3719	6.0%
s	3472	5.6%
l	2943	4.7%
o	2755	4.4%
Other values (31)	18386	29.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	55465	89.4%
Space Separator	6003	9.7%
Decimal Number	527	0.8%
Other Punctuation	10	< 0.1%
Dash Punctuation	8	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6710	12.1%
a	5861	10.6%
r	4171	7.5%
n	4163	7.5%
i	3830	6.9%
t	3719	6.7%
s	3472	6.3%
l	2943	5.3%
o	2755	5.0%
d	2488	4.5%
Other values (16)	15353	27.7%

Decimal Number

Value	Count	Frequency (%)
3	207	39.3%
2	82	15.6%
1	75	14.2%
6	56	10.6%
8	32	6.1%
4	19	3.6%
5	17	3.2%
9	13	2.5%
0	13	2.5%
7	13	2.5%

Other Punctuation

Value	Count	Frequency (%)
,	7	70.0%
/	2	20.0%
.	1	10.0%

Space Separator

Value	Count	Frequency (%)
	6003	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	55465	89.4%
Common	6548	10.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6710	12.1%
a	5861	10.6%
r	4171	7.5%
n	4163	7.5%
i	3830	6.9%
t	3719	6.7%
s	3472	6.3%
l	2943	5.3%
o	2755	5.0%
d	2488	4.5%
Other values (16)	15353	27.7%

Common

Value	Count	Frequency (%)
	6003	91.7%
3	207	3.2%
2	82	1.3%
1	75	1.1%
6	56	0.9%
8	32	0.5%
4	19	0.3%
5	17	0.3%
9	13	0.2%
0	13	0.2%
Other values (5)	31	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62013	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6710	10.8%
	6003	9.7%
a	5861	9.5%
r	4171	6.7%
n	4163	6.7%
i	3830	6.2%
t	3719	6.0%
s	3472	5.6%
l	2943	4.7%
o	2755	4.4%
Other values (31)	18386	29.6%

sector
Text

Distinct	115
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	238.2 KiB

Length

Max length	26
Median length	9
Mean length	9.3181077
Min length	3

Characters and Unicode

Total characters	34272
Distinct characters	31
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	sector 54
2nd row	sector 37c
3rd row	sector 3
4th row	sector 24
5th row	sector 106

Value	Count	Frequency (%)
sector	3449	46.7%
road	178	2.4%
sohna	166	2.2%
85	108	1.5%
102	107	1.4%
92	100	1.4%
69	93	1.3%
90	89	1.2%
81	87	1.2%
65	87	1.2%
Other values (107)	2921	39.6%

Most occurring characters

Value	Count	Frequency (%)
o	3804	11.1%
	3707	10.8%
s	3694	10.8%
r	3694	10.8%
e	3548	10.4%
c	3500	10.2%
t	3460	10.1%
1	1075	3.1%
0	802	2.3%
8	778	2.3%
Other values (21)	6210	18.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	23308	68.0%
Decimal Number	7257	21.2%
Space Separator	3707	10.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	3804	16.3%
s	3694	15.8%
r	3694	15.8%
e	3548	15.2%
c	3500	15.0%
t	3460	14.8%
a	699	3.0%
d	249	1.1%
n	230	1.0%
h	203	0.9%
Other values (10)	227	1.0%

Decimal Number

Value	Count	Frequency (%)
1	1075	14.8%
0	802	11.1%
8	778	10.7%
9	761	10.5%
6	739	10.2%
7	682	9.4%
2	681	9.4%
3	665	9.2%
5	592	8.2%
4	482	6.6%

Space Separator

Value	Count	Frequency (%)
	3707	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23308	68.0%
Common	10964	32.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	3804	16.3%
s	3694	15.8%
r	3694	15.8%
e	3548	15.2%
c	3500	15.0%
t	3460	14.8%
a	699	3.0%
d	249	1.1%
n	230	1.0%
h	203	0.9%
Other values (10)	227	1.0%

Common

Value	Count	Frequency (%)
	3707	33.8%
1	1075	9.8%
0	802	7.3%
8	778	7.1%
9	761	6.9%
6	739	6.7%
7	682	6.2%
2	681	6.2%
3	665	6.1%
5	592	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	34272	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	3804	11.1%
	3707	10.8%
s	3694	10.8%
r	3694	10.8%
e	3548	10.4%
c	3500	10.2%
t	3460	10.1%
1	1075	3.1%
0	802	2.3%
8	778	2.3%
Other values (21)	6210	18.1%

price
Real number (ℝ)

High correlation

Distinct	473
Distinct (%)	12.9%
Missing	18
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.5336639

Minimum	0.07
Maximum	31.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0.07
5-th percentile	0.37
Q1	0.95
median	1.52
Q3	2.75
95-th percentile	8.5
Maximum	31.5
Range	31.43
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	2.9806235
Coefficient of variation (CV)	1.1764084
Kurtosis	14.933373
Mean	2.5336639
Median Absolute Deviation (MAD)	0.72
Skewness	3.2791705
Sum	9273.21
Variance	8.8841164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.25	80	2.2%
1.2	64	1.7%
1.5	64	1.7%
0.9	63	1.7%
1.1	62	1.7%
1.4	60	1.6%
1.3	57	1.5%
0.95	52	1.4%
2	52	1.4%
1.6	48	1.3%
Other values (463)	3058	83.1%

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%
0.19	1	< 0.1%
0.2	8	0.2%
0.21	6	0.2%
0.22	8	0.2%
0.23	1	< 0.1%
0.24	6	0.2%
0.25	11	0.3%

Value	Count	Frequency (%)
31.5	1	< 0.1%
27.5	1	< 0.1%
26	2	0.1%
25	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	3	0.1%
19.5	2	0.1%
19	3	0.1%

price_per_sq_ft
Real number (ℝ)

High correlation

Distinct	2651
Distinct (%)	72.4%
Missing	18
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	13892.668

Minimum	4
Maximum	600000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	4
5-th percentile	4715.95
Q1	6817.25
median	9020
Q3	13880.5
95-th percentile	33333
Maximum	600000
Range	599996
Interquartile range (IQR)	7063.25

Descriptive statistics

Standard deviation	23210.067
Coefficient of variation (CV)	1.6706702
Kurtosis	186.92801
Mean	13892.668
Median Absolute Deviation (MAD)	2794
Skewness	11.43719
Sum	50847166
Variance	5.3870722 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27	0.7%
8000	19	0.5%
5000	17	0.5%
12500	14	0.4%
6666	13	0.4%
11111	13	0.4%
22222	13	0.4%
7500	12	0.3%
8333	12	0.3%
33333	11	0.3%
Other values (2641)	3509	95.4%
(Missing)	18	0.5%

Value	Count	Frequency (%)
4	1	< 0.1%
5	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
53	1	< 0.1%
57	1	< 0.1%
58	2	0.1%
60	1	< 0.1%
61	1	< 0.1%
79	1	< 0.1%

Value	Count	Frequency (%)
600000	1	< 0.1%
400000	1	< 0.1%
315789	1	< 0.1%
308333	1	< 0.1%
290948	1	< 0.1%
283333	1	< 0.1%
266666	1	< 0.1%
261194	1	< 0.1%
245398	1	< 0.1%
241666	1	< 0.1%

area
Text

Distinct	2674
Distinct (%)	72.7%
Missing	2
Missing (%)	0.1%
Memory size	268.6 KiB

Length

Max length	25
Median length	24
Mean length	17.792982
Min length	5

Characters and Unicode

Total characters	65407
Distinct characters	31
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2287 ?
Unique (%)	62.2%

Sample

1st row	4072.158651301055
2nd row	1665.7899351218657
3rd row	(93 sq.m.) Built-up Area
4th row	(50 sq.m.) Plot Area
5th row	1359.020310633214

Value	Count	Frequency (%)
sq.m	859	13.7%
area	859	13.7%
plot	681	10.9%
built-up	137	2.2%
301	46	0.7%
carpet	41	0.7%
251	33	0.5%
2000.0	31	0.5%
84	30	0.5%
167	26	0.4%
Other values (2584)	3510	56.1%

Most occurring characters

Value	Count	Frequency (%)
0	6599	10.1%
1	6303	9.6%
2	5098	7.8%
5	4656	7.1%
.	4535	6.9%
4	4310	6.6%
3	4149	6.3%
6	4086	6.2%
8	3787	5.8%
9	3768	5.8%
Other values (21)	18116	27.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46498	71.1%
Lowercase Letter	8224	12.6%
Other Punctuation	4535	6.9%
Space Separator	2577	3.9%
Uppercase Letter	1718	2.6%
Open Punctuation	859	1.3%
Close Punctuation	859	1.3%
Dash Punctuation	137	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	900	10.9%
a	900	10.9%
e	900	10.9%
t	859	10.4%
m	859	10.4%
q	859	10.4%
s	859	10.4%
l	818	9.9%
o	681	8.3%
u	274	3.3%
Other values (2)	315	3.8%

Decimal Number

Value	Count	Frequency (%)
0	6599	14.2%
1	6303	13.6%
2	5098	11.0%
5	4656	10.0%
4	4310	9.3%
3	4149	8.9%
6	4086	8.8%
8	3787	8.1%
9	3768	8.1%
7	3742	8.0%

Uppercase Letter

Value	Count	Frequency (%)
A	859	50.0%
P	681	39.6%
B	137	8.0%
C	41	2.4%

Other Punctuation

Value	Count	Frequency (%)
.	4535	100.0%

Space Separator

Value	Count	Frequency (%)
	2577	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	859	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	859	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	137	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	55465	84.8%
Latin	9942	15.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	900	9.1%
a	900	9.1%
e	900	9.1%
A	859	8.6%
t	859	8.6%
m	859	8.6%
q	859	8.6%
s	859	8.6%
l	818	8.2%
o	681	6.8%
Other values (6)	1448	14.6%

Common

Value	Count	Frequency (%)
0	6599	11.9%
1	6303	11.4%
2	5098	9.2%
5	4656	8.4%
.	4535	8.2%
4	4310	7.8%
3	4149	7.5%
6	4086	7.4%
8	3787	6.8%
9	3768	6.8%
Other values (5)	8174	14.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	65407	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6599	10.1%
1	6303	9.6%
2	5098	7.8%
5	4656	7.1%
.	4535	6.9%
4	4310	6.6%
3	4149	6.3%
6	4086	6.2%
8	3787	5.8%
9	3768	5.8%
Other values (21)	18116	27.7%

areaWithType
Text

Distinct	2355
Distinct (%)	64.0%
Missing	1
Missing (%)	< 0.1%
Memory size	399.5 KiB

Length

Max length	124
Median length	119
Mean length	54.236062
Min length	12

Characters and Unicode

Total characters	199426
Distinct characters	35
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1849 ?
Unique (%)	50.3%

Sample

1st row	Super Built up area 4072(378.3 sq.m.)Built Up area: 3000 sq.ft. (278.71 sq.m.)Carpet area: 2800 sq.ft. (260.13 sq.m.)
2nd row	Built Up area: 1578 (146.6 sq.m.)
3rd row	Built Up area: 1000 (92.9 sq.m.)
4th row	Plot area 60(50.17 sq.m.)
5th row	Built Up area: 1359 (126.26 sq.m.)Carpet area: 952 sq.ft. (88.44 sq.m.)

Value	Count	Frequency (%)
area	5573	18.5%
sq.m	3655	12.1%
up	3020	10.0%
built	2316	7.7%
super	1875	6.2%
sq.ft	1751	5.8%
sq.m.)carpet	1185	3.9%
sq.m.)built	702	2.3%
carpet	683	2.3%
plot	681	2.3%
Other values (2846)	8700	28.9%

Most occurring characters

Value	Count	Frequency (%)
	26464	13.3%
.	20389	10.2%
a	13154	6.6%
r	9456	4.7%
e	9320	4.7%
1	9205	4.6%
s	7567	3.8%
q	7431	3.7%
t	7324	3.7%
u	6770	3.4%
Other values (25)	82346	41.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	82758	41.5%
Decimal Number	47135	23.6%
Space Separator	26464	13.3%
Other Punctuation	23406	11.7%
Uppercase Letter	8593	4.3%
Close Punctuation	5535	2.8%
Open Punctuation	5535	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	13154	15.9%
r	9456	11.4%
e	9320	11.3%
s	7567	9.1%
q	7431	9.0%
t	7324	8.8%
u	6770	8.2%
p	6767	8.2%
m	5544	6.7%
l	3701	4.5%
Other values (5)	5724	6.9%

Decimal Number

Value	Count	Frequency (%)
1	9205	19.5%
0	6628	14.1%
2	5688	12.1%
5	4714	10.0%
3	3960	8.4%
4	3711	7.9%
6	3674	7.8%
7	3254	6.9%
8	3157	6.7%
9	3144	6.7%

Uppercase Letter

Value	Count	Frequency (%)
B	3020	35.1%
S	1875	21.8%
C	1872	21.8%
U	1145	13.3%
P	681	7.9%

Other Punctuation

Value	Count	Frequency (%)
.	20389	87.1%
:	3017	12.9%

Space Separator

Value	Count	Frequency (%)
	26464	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5535	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5535	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	108075	54.2%
Latin	91351	45.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	13154	14.4%
r	9456	10.4%
e	9320	10.2%
s	7567	8.3%
q	7431	8.1%
t	7324	8.0%
u	6770	7.4%
p	6767	7.4%
m	5544	6.1%
l	3701	4.1%
Other values (10)	14317	15.7%

Common

Value	Count	Frequency (%)
	26464	24.5%
.	20389	18.9%
1	9205	8.5%
0	6628	6.1%
2	5688	5.3%
)	5535	5.1%
(	5535	5.1%
5	4714	4.4%
3	3960	3.7%
4	3711	3.4%
Other values (5)	16246	15.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	199426	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	26464	13.3%
.	20389	10.2%
a	13154	6.6%
r	9456	4.7%
e	9320	4.7%
1	9205	4.6%
s	7567	3.8%
q	7431	3.7%
t	7324	3.7%
u	6770	3.4%
Other values (25)	82346	41.3%

bedRoom
Real number (ℝ)

High correlation

Distinct	19
Distinct (%)	0.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.3600761

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.8976289
Coefficient of variation (CV)	0.56475771
Kurtosis	18.212873
Mean	3.3600761
Median Absolute Deviation (MAD)	1
Skewness	3.4851418
Sum	12355
Variance	3.6009954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1496	40.7%
2	942	25.6%
4	660	17.9%
5	210	5.7%
1	124	3.4%
6	74	2.0%
9	41	1.1%
8	30	0.8%
7	28	0.8%
12	28	0.8%
Other values (9)	44	1.2%

Value	Count	Frequency (%)
1	124	3.4%
2	942	25.6%
3	1496	40.7%
4	660	17.9%
5	210	5.7%
6	74	2.0%
7	28	0.8%
8	30	0.8%
9	41	1.1%
10	20	0.5%

Value	Count	Frequency (%)
21	1	< 0.1%
20	1	< 0.1%
19	2	0.1%
18	2	0.1%
16	12	0.3%
14	1	< 0.1%
13	4	0.1%
12	28	0.8%
11	1	< 0.1%
10	20	0.5%

bathroom
Real number (ℝ)

High correlation

Distinct	19
Distinct (%)	0.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.4245309

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9480681
Coefficient of variation (CV)	0.56885693
Kurtosis	17.542297
Mean	3.4245309
Median Absolute Deviation (MAD)	1
Skewness	3.2488298
Sum	12592
Variance	3.7949693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1077	29.3%
2	1047	28.5%
4	820	22.3%
5	294	8.0%
1	156	4.2%
6	117	3.2%
9	41	1.1%
7	40	1.1%
8	25	0.7%
12	22	0.6%
Other values (9)	38	1.0%

Value	Count	Frequency (%)
1	156	4.2%
2	1047	28.5%
3	1077	29.3%
4	820	22.3%
5	294	8.0%
6	117	3.2%
7	40	1.1%
8	25	0.7%
9	41	1.1%
10	9	0.2%

Value	Count	Frequency (%)
21	1	< 0.1%
20	3	0.1%
18	4	0.1%
17	3	0.1%
16	8	0.2%
14	2	0.1%
13	4	0.1%
12	22	0.6%
11	4	0.1%
10	9	0.2%

balcony
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	209.5 KiB

3+	1172
3	1074
2	884
1	365
0	182

Length

Max length	2
Median length	1
Mean length	1.3187381
Min length	1

Characters and Unicode

Total characters	4849
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3+
2nd row	0
3rd row	0
4th row	3+
5th row	2

Common Values

Value	Count	Frequency (%)
3+	1172	31.9%
3	1074	29.2%
2	884	24.0%
1	365	9.9%
0	182	4.9%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	2246	61.1%
2	884	24.0%
1	365	9.9%
0	182	4.9%

Most occurring characters

Value	Count	Frequency (%)
3	2246	46.3%
+	1172	24.2%
2	884	18.2%
1	365	7.5%
0	182	3.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	75.8%
Math Symbol	1172	24.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	2246	61.1%
2	884	24.0%
1	365	9.9%
0	182	4.9%

Math Symbol

Value	Count	Frequency (%)
+	1172	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4849	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	2246	46.3%
+	1172	24.2%
2	884	18.2%
1	365	7.5%
0	182	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4849	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	2246	46.3%
+	1172	24.2%
2	884	18.2%
1	365	7.5%
0	182	3.8%

floorNum
Real number (ℝ)

Zeros

Distinct	43
Distinct (%)	1.2%
Missing	20
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	6.7982504

Minimum	0
Maximum	51
Zeros	129
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	10
95-th percentile	18
Maximum	51
Range	51
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.0124542
Coefficient of variation (CV)	0.884412
Kurtosis	4.5153928
Mean	6.7982504
Median Absolute Deviation (MAD)	3
Skewness	1.6936988
Sum	24868
Variance	36.149606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
3	498	13.5%
2	493	13.4%
1	351	9.5%
4	316	8.6%
8	195	5.3%
6	183	5.0%
10	179	4.9%
7	176	4.8%
5	169	4.6%
9	161	4.4%
Other values (33)	937	25.5%

Value	Count	Frequency (%)
0	129	3.5%
1	351	9.5%
2	493	13.4%
3	498	13.5%
4	316	8.6%
5	169	4.6%
6	183	5.0%
7	176	4.8%
8	195	5.3%
9	161	4.4%

Value	Count	Frequency (%)
51	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
43	2	0.1%
40	1	< 0.1%
39	2	0.1%
38	1	< 0.1%
35	2	0.1%
34	2	0.1%
33	4	0.1%

facing
Categorical

High correlation Missing

Distinct	8
Distinct (%)	0.3%
Missing	1046
Missing (%)	28.4%
Memory size	229.5 KiB

East	623
North-East	623
North	387
West	249
South	231
Other values (3)	519

Length

Max length	10
Median length	5
Mean length	6.8381459
Min length	4

Characters and Unicode

Total characters	17998
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	North
2nd row	East
3rd row	East
4th row	North-East
5th row	North

Common Values

Value	Count	Frequency (%)
East	623	16.9%
North-East	623	16.9%
North	387	10.5%
West	249	6.8%
South	231	6.3%
North-West	193	5.2%
South-East	173	4.7%
South-West	153	4.2%
(Missing)	1046	28.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
east	623	23.7%
north-east	623	23.7%
north	387	14.7%
west	249	9.5%
south	231	8.8%
north-west	193	7.3%
south-east	173	6.6%
south-west	153	5.8%

Most occurring characters

Value	Count	Frequency (%)
t	3774	21.0%
s	2014	11.2%
o	1760	9.8%
h	1760	9.8%
E	1419	7.9%
a	1419	7.9%
N	1203	6.7%
r	1203	6.7%
-	1142	6.3%
W	595	3.3%
Other values (3)	1709	9.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13082	72.7%
Uppercase Letter	3774	21.0%
Dash Punctuation	1142	6.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	3774	28.8%
s	2014	15.4%
o	1760	13.5%
h	1760	13.5%
a	1419	10.8%
r	1203	9.2%
e	595	4.5%
u	557	4.3%

Uppercase Letter

Value	Count	Frequency (%)
E	1419	37.6%
N	1203	31.9%
W	595	15.8%
S	557	14.8%

Dash Punctuation

Value	Count	Frequency (%)
-	1142	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16856	93.7%
Common	1142	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	3774	22.4%
s	2014	11.9%
o	1760	10.4%
h	1760	10.4%
E	1419	8.4%
a	1419	8.4%
N	1203	7.1%
r	1203	7.1%
W	595	3.5%
e	595	3.5%
Other values (2)	1114	6.6%

Common

Value	Count	Frequency (%)
-	1142	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17998	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	3774	21.0%
s	2014	11.2%
o	1760	9.8%
h	1760	9.8%
E	1419	7.9%
a	1419	7.9%
N	1203	6.7%
r	1203	6.7%
-	1142	6.3%
W	595	3.3%
Other values (3)	1709	9.5%

agePossession
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	252.8 KiB

Relatively New	1646
New Property	593
Moderately Old	563
Undefined	307
Old Property	303

Length

Max length	18
Median length	14
Mean length	13.38472
Min length	9

Characters and Unicode

Total characters	49229
Distinct characters	25
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Moderately Old
2nd row	Under Construction
3rd row	Undefined
4th row	Old Property
5th row	Undefined

Common Values

Value	Count	Frequency (%)
Relatively New	1646	44.8%
New Property	593	16.1%
Moderately Old	563	15.3%
Undefined	307	8.3%
Old Property	303	8.2%
Under Construction	266	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new	2239	31.8%
relatively	1646	23.4%
property	896	12.7%
old	866	12.3%
moderately	563	8.0%
undefined	307	4.4%
under	266	3.8%
construction	266	3.8%

Most occurring characters

Value	Count	Frequency (%)
e	8433	17.1%
l	4721	9.6%
t	3637	7.4%
	3371	6.8%
y	3105	6.3%
r	2887	5.9%
d	2309	4.7%
N	2239	4.5%
w	2239	4.5%
i	2219	4.5%
Other values (15)	14069	28.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	38809	78.8%
Uppercase Letter	7049	14.3%
Space Separator	3371	6.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8433	21.7%
l	4721	12.2%
t	3637	9.4%
y	3105	8.0%
r	2887	7.4%
d	2309	5.9%
w	2239	5.8%
i	2219	5.7%
a	2209	5.7%
o	1991	5.1%
Other values (7)	5059	13.0%

Uppercase Letter

Value	Count	Frequency (%)
N	2239	31.8%
R	1646	23.4%
P	896	12.7%
O	866	12.3%
U	573	8.1%
M	563	8.0%
C	266	3.8%

Space Separator

Value	Count	Frequency (%)
	3371	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	45858	93.2%
Common	3371	6.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8433	18.4%
l	4721	10.3%
t	3637	7.9%
y	3105	6.8%
r	2887	6.3%
d	2309	5.0%
N	2239	4.9%
w	2239	4.9%
i	2219	4.8%
a	2209	4.8%
Other values (14)	11860	25.9%

Common

Value	Count	Frequency (%)
	3371	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49229	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8433	17.1%
l	4721	9.6%
t	3637	7.4%
	3371	6.8%
y	3105	6.3%
r	2887	5.9%
d	2309	4.7%
N	2239	4.5%
w	2239	4.5%
i	2219	4.5%
Other values (15)	14069	28.6%

super_built_up_area
Real number (ℝ)

High correlation Missing

Distinct	593
Distinct (%)	31.6%
Missing	1803
Missing (%)	49.0%
Infinite	0
Infinite (%)	0.0%
Mean	1925.2376

Minimum	89
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	89
5-th percentile	767
Q1	1479.5
median	1828
Q3	2215
95-th percentile	3185
Maximum	10000
Range	9911
Interquartile range (IQR)	735.5

Descriptive statistics

Standard deviation	764.17218
Coefficient of variation (CV)	0.39692356
Kurtosis	10.349191
Mean	1925.2376
Median Absolute Deviation (MAD)	372
Skewness	1.8364563
Sum	3609820.5
Variance	583959.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1650	37	1.0%
1950	37	1.0%
1578	25	0.7%
2000	25	0.7%
2150	22	0.6%
1640	22	0.6%
1900	19	0.5%
2408	19	0.5%
1930	18	0.5%
1350	17	0.5%
Other values (583)	1634	44.4%
(Missing)	1803	49.0%

Value	Count	Frequency (%)
89	1	< 0.1%
145	1	< 0.1%
161	1	< 0.1%
215	1	< 0.1%
216	1	< 0.1%
325	1	< 0.1%
340	1	< 0.1%
352	1	< 0.1%
380	1	< 0.1%
406	1	< 0.1%

Value	Count	Frequency (%)
10000	1	< 0.1%
6926	1	< 0.1%
6000	1	< 0.1%
5800	2	0.1%
5514	1	< 0.1%
5350	2	0.1%
5200	2	0.1%
4890	1	< 0.1%
4857	1	< 0.1%
4848	2	0.1%

built_up_area
Real number (ℝ)

High correlation Missing Skewed

Distinct	624
Distinct (%)	36.9%
Missing	1988
Missing (%)	54.1%
Infinite	0
Infinite (%)	0.0%
Mean	1841.9314

Minimum	2
Maximum	737147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	2
5-th percentile	129.681
Q1	360
median	1256.5
Q3	1900
95-th percentile	3936.5
Maximum	737147
Range	737145
Interquartile range (IQR)	1540

Descriptive statistics

Standard deviation	17945.374
Coefficient of variation (CV)	9.7426944
Kurtosis	1671.8347
Mean	1841.9314
Median Absolute Deviation (MAD)	754.5
Skewness	40.77882
Sum	3112864
Variance	3.2203646 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
360	45	1.2%
1900	34	0.9%
300	34	0.9%
1600	26	0.7%
1300	24	0.7%
2000	24	0.7%
1700	23	0.6%
200	22	0.6%
1800	22	0.6%
900	21	0.6%
Other values (614)	1415	38.5%
(Missing)	1988	54.1%

Value	Count	Frequency (%)
2	1	< 0.1%
14	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
40	4	0.1%
50	6	0.2%
53	1	< 0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%

Value	Count	Frequency (%)
737147	1	< 0.1%
9500	1	< 0.1%
9000	4	0.1%
8286	1	< 0.1%
8000	1	< 0.1%
7500	2	0.1%
7450	1	< 0.1%
7331	2	0.1%
7000	9	0.2%
6500	1	< 0.1%

carpet_area
Real number (ℝ)

High correlation Missing Skewed

Distinct	733
Distinct (%)	39.2%
Missing	1806
Missing (%)	49.1%
Infinite	0
Infinite (%)	0.0%
Mean	2529.1795

Minimum	15
Maximum	607936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	15
5-th percentile	350
Q1	843
median	1300
Q3	1790
95-th percentile	2950
Maximum	607936
Range	607921
Interquartile range (IQR)	947

Descriptive statistics

Standard deviation	22799.836
Coefficient of variation (CV)	9.0147166
Kurtosis	604.53764
Mean	2529.1795
Median Absolute Deviation (MAD)	472.5
Skewness	24.333239
Sum	4734624
Variance	5.1983254 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1400	42	1.1%
1600	35	1.0%
1800	35	1.0%
1200	31	0.8%
1500	29	0.8%
1650	28	0.8%
1350	27	0.7%
1300	23	0.6%
1450	22	0.6%
1000	22	0.6%
Other values (723)	1578	42.9%
(Missing)	1806	49.1%

Value	Count	Frequency (%)
15	1	< 0.1%
33	1	< 0.1%
48	1	< 0.1%
50	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
66	1	< 0.1%
72	1	< 0.1%
76.44	3	0.1%
77.31	1	< 0.1%

Value	Count	Frequency (%)
607936	1	< 0.1%
569243	1	< 0.1%
514396	1	< 0.1%
64529	1	< 0.1%
64412	1	< 0.1%
58141	1	< 0.1%
54917	1	< 0.1%
48811	1	< 0.1%
45966	1	< 0.1%
34401	1	< 0.1%

study room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.3 KiB

0	2973
1	705

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3678
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2973	80.8%
1	705	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2973	80.8%
1	705	19.2%

Most occurring characters

Value	Count	Frequency (%)
0	2973	80.8%
1	705	19.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3678	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2973	80.8%
1	705	19.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	3678	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2973	80.8%
1	705	19.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3678	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2973	80.8%
1	705	19.2%

servant room
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.3 KiB

0	2350
1	1328

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3678
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2350	63.9%
1	1328	36.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2350	63.9%
1	1328	36.1%

Most occurring characters

Value	Count	Frequency (%)
0	2350	63.9%
1	1328	36.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3678	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2350	63.9%
1	1328	36.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	3678	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2350	63.9%
1	1328	36.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3678	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2350	63.9%
1	1328	36.1%

store room
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.3 KiB

0	3340
1	338

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3678
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3340	90.8%
1	338	9.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3340	90.8%
1	338	9.2%

Most occurring characters

Value	Count	Frequency (%)
0	3340	90.8%
1	338	9.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3678	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3340	90.8%
1	338	9.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	3678	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3340	90.8%
1	338	9.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3678	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3340	90.8%
1	338	9.2%

pooja room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.3 KiB

0	3022
1	656

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3678
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3022	82.2%
1	656	17.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3022	82.2%
1	656	17.8%

Most occurring characters

Value	Count	Frequency (%)
0	3022	82.2%
1	656	17.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3678	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3022	82.2%
1	656	17.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	3678	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3022	82.2%
1	656	17.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3678	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3022	82.2%
1	656	17.8%

others
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.3 KiB

0	3273
1	405

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3678
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3273	89.0%
1	405	11.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3273	89.0%
1	405	11.0%

Most occurring characters

Value	Count	Frequency (%)
0	3273	89.0%
1	405	11.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3678	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3273	89.0%
1	405	11.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3678	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3273	89.0%
1	405	11.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3678	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3273	89.0%
1	405	11.0%

furnishing_type
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	208.3 KiB

0	2423
2	1049
1	206

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3678
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2423	65.9%
2	1049	28.5%
1	206	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2423	65.9%
2	1049	28.5%
1	206	5.6%

Most occurring characters

Value	Count	Frequency (%)
0	2423	65.9%
2	1049	28.5%
1	206	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3678	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2423	65.9%
2	1049	28.5%
1	206	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	3678	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2423	65.9%
2	1049	28.5%
1	206	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3678	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2423	65.9%
2	1049	28.5%
1	206	5.6%

luxury_score
Real number (ℝ)

Zeros

Distinct	161
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.493475

Minimum	0
Maximum	174
Zeros	463
Zeros (%)	12.6%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	31
median	59
Q3	110
95-th percentile	174
Maximum	174
Range	174
Interquartile range (IQR)	79

Descriptive statistics

Standard deviation	53.06497
Coefficient of variation (CV)	0.74223515
Kurtosis	-0.88015164
Mean	71.493475
Median Absolute Deviation (MAD)	38
Skewness	0.45920248
Sum	262953
Variance	2815.891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	463	12.6%
49	348	9.5%
174	195	5.3%
44	60	1.6%
165	55	1.5%
38	55	1.5%
72	52	1.4%
60	47	1.3%
37	45	1.2%
42	45	1.2%
Other values (151)	2313	62.9%

Value	Count	Frequency (%)
0	463	12.6%
5	6	0.2%
6	6	0.2%
7	41	1.1%
8	30	0.8%
9	9	0.2%
12	6	0.2%
13	10	0.3%
14	12	0.3%
15	43	1.2%

Value	Count	Frequency (%)
174	195	5.3%
169	1	< 0.1%
168	9	0.2%
167	21	0.6%
166	10	0.3%
165	55	1.5%
161	3	0.1%
160	28	0.8%
159	23	0.6%
158	34	0.9%

Interactions

Correlations

	agePossession	balcony	bathroom	bedRoom	built_up_area	carpet_area	facing	floorNum	furnishing_type	luxury_score	others	pooja room	price	price_per_sq_ft	property_type	servant room	store room	study room	super_built_up_area
agePossession	1.000	0.274	0.111	0.130	0.000	0.000	0.092	0.125	0.214	0.256	0.108	0.187	0.102	0.056	0.379	0.287	0.143	0.141	0.086
balcony	0.274	1.000	0.225	0.176	0.000	0.026	0.016	0.079	0.177	0.223	0.082	0.197	0.136	0.033	0.214	0.441	0.146	0.183	0.306
bathroom	0.111	0.225	1.000	0.862	-0.019	0.599	0.044	-0.005	0.198	0.179	0.070	0.286	0.720	0.411	0.472	0.520	0.244	0.176	0.819
bedRoom	0.130	0.176	0.862	1.000	-0.135	0.569	0.032	-0.104	0.168	0.057	0.079	0.291	0.681	0.417	0.595	0.317	0.223	0.154	0.800
built_up_area	0.000	0.000	-0.019	-0.135	1.000	0.969	1.000	0.349	0.088	0.263	0.000	0.000	-0.001	-0.401	0.000	0.000	0.000	0.000	0.926
carpet_area	0.000	0.026	0.599	0.569	0.969	1.000	0.000	0.159	0.000	0.239	0.016	0.000	0.613	0.136	0.000	0.000	0.000	0.003	0.894
facing	0.092	0.016	0.044	0.032	1.000	0.000	1.000	0.000	0.050	0.065	0.000	0.029	0.021	0.000	0.094	0.036	0.036	0.000	0.000
floorNum	0.125	0.079	-0.005	-0.104	0.349	0.159	0.000	1.000	0.016	0.232	0.033	0.102	0.001	-0.126	0.485	0.084	0.112	0.078	0.152
furnishing_type	0.214	0.177	0.198	0.168	0.088	0.000	0.050	0.016	1.000	0.243	0.061	0.215	0.175	0.023	0.082	0.268	0.154	0.140	0.132
luxury_score	0.256	0.223	0.179	0.057	0.263	0.239	0.065	0.232	0.243	1.000	0.176	0.189	0.215	0.054	0.329	0.347	0.229	0.183	0.222
others	0.108	0.082	0.070	0.079	0.000	0.016	0.000	0.033	0.061	0.176	1.000	0.033	0.034	0.036	0.026	0.000	0.106	0.031	0.084
pooja room	0.187	0.197	0.286	0.291	0.000	0.000	0.029	0.102	0.215	0.189	0.033	1.000	0.334	0.043	0.252	0.252	0.305	0.313	0.157
price	0.102	0.136	0.720	0.681	-0.001	0.613	0.021	0.001	0.175	0.215	0.034	0.334	1.000	0.744	0.543	0.369	0.303	0.244	0.772
price_per_sq_ft	0.056	0.033	0.411	0.417	-0.401	0.136	0.000	-0.126	0.023	0.054	0.036	0.043	0.744	1.000	0.201	0.044	0.000	0.030	0.287
property_type	0.379	0.214	0.472	0.595	0.000	0.000	0.094	0.485	0.082	0.329	0.026	0.252	0.543	0.201	1.000	0.065	0.241	0.128	1.000
servant room	0.287	0.441	0.520	0.317	0.000	0.000	0.036	0.084	0.268	0.347	0.000	0.252	0.369	0.044	0.065	1.000	0.161	0.185	0.584
store room	0.143	0.146	0.244	0.223	0.000	0.000	0.036	0.112	0.154	0.229	0.106	0.305	0.303	0.000	0.241	0.161	1.000	0.226	0.046
study room	0.141	0.183	0.176	0.154	0.000	0.003	0.000	0.078	0.140	0.183	0.031	0.313	0.244	0.030	0.128	0.185	0.226	1.000	0.121
super_built_up_area	0.086	0.306	0.819	0.800	0.926	0.894	0.000	0.152	0.132	0.222	0.084	0.157	0.772	0.287	1.000	0.584	0.046	0.121	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	property_type	society	sector	price	price_per_sq_ft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	study room	servant room	furnishing_type	luxury_score
0	flat	dlf the belaire	sector 54	10.00	24557.0	4072.158651301055	Super Built up area 4072(378.3 sq.m.)Built Up area: 3000 sq.ft. (278.71 sq.m.)Carpet area: 2800 sq.ft. (260.13 sq.m.)	4.0	5.0	3+	17.0	North	Moderately Old	4072.0	3000.0	2800.0	0	1	1	167
1	flat	imperia the esfera	sector 37c	0.95	5703.0	1665.7899351218657	Built Up area: 1578 (146.6 sq.m.)	2.0	2.0	0	17.0	NaN	Under Construction	NaN	1578.0	NaN	0	1	0	66
2	house	independent	sector 3	0.60	6000.0	(93 sq.m.) Built-up Area	Built Up area: 1000 (92.9 sq.m.)	1.0	1.0	0	1.0	NaN	Undefined	NaN	1000.0	NaN	0	0	0	0
3	house	u block dlf phase 3 road no 21	sector 24	1.60	29630.0	(50 sq.m.) Plot Area	Plot area 60(50.17 sq.m.)	7.0	5.0	3+	4.0	NaN	Old Property	NaN	60.0	NaN	0	0	0	0
4	flat	mrg skyline	sector 106	1.82	13392.0	1359.020310633214	Built Up area: 1359 (126.26 sq.m.)Carpet area: 952 sq.ft. (88.44 sq.m.)	3.0	2.0	2	4.0	East	Undefined	NaN	1359.0	952.0	0	0	0	0
5	flat	eldeco accolade	sohna road	0.72	4975.0	1447.2361809045226	Super Built up area 1457(135.36 sq.m.)Carpet area: 849 sq.ft. (78.87 sq.m.)	2.0	2.0	3+	12.0	East	Relatively New	1457.0	NaN	849.0	1	0	0	152
6	flat	ramsons kshitij	sector 95	0.17	544.0	3125.0000000000005	Carpet area: 3212 (298.4 sq.m.)	1.0	1.0	1	12.0	North-East	Relatively New	NaN	NaN	3212.0	0	0	0	56
7	flat	parsvnath green ville	sector 48	1.50	8787.0	1707.067258449983	Super Built up area 1707(158.59 sq.m.)Built Up area: 1600 sq.ft. (148.64 sq.m.)Carpet area: 1400 sq.ft. (130.06 sq.m.)	3.0	3.0	3	1.0	North	Old Property	1707.0	1600.0	1400.0	0	0	2	128
8	flat	silverglades the melia	sohna road	0.78	5777.0	1350.1817552362818	Super Built up area 1350(125.42 sq.m.)	2.0	2.0	3	9.0	NaN	Under Construction	1350.0	NaN	NaN	1	0	0	72
9	flat	ss the leaf	sector 85	1.77	7350.0	2408.1632653061224	Super Built up area 2408(223.71 sq.m.)Built Up area: 1450 sq.ft. (134.71 sq.m.)Carpet area: 1300 sq.ft. (120.77 sq.m.)	3.0	4.0	3	6.0	South-East	Moderately Old	2408.0	1450.0	1300.0	0	1	2	135

	property_type	society	sector	price	price_per_sq_ft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	study room	servant room	store room	pooja room	furnishing_type	luxury_score
3794	flat	m3m urbana	sector 67	1.00	12106.0	826.0366760284156	Built Up area: 826 (76.74 sq.m.)	1.0	1.0	1	17.0	South	Relatively New	NaN	826.0	NaN	0	0	0	0	0	49
3795	flat	m3m capital	sector 113	2.87	12489.0	2298.022259588438	Carpet area: 2298 (213.49 sq.m.)	4.0	4.0	3+	3.0	North-East	Under Construction	NaN	NaN	2298.00	0	1	0	0	0	65
3796	flat	conscient elevate	sector 59	4.25	18518.0	2295.0642617993303	Super Built up area 2295(213.21 sq.m.)	3.0	4.0	3	3.0	NaN	Under Construction	2295.0	NaN	NaN	0	0	0	0	0	0
3797	flat	signature global park	sohna road	0.90	6254.0	1439.078989446754	Carpet area: 1439 (133.69 sq.m.)	3.0	3.0	3	3.0	North-West	Relatively New	NaN	NaN	1439.00	0	0	0	1	0	96
3798	house	independent	sector 43	8.49	31444.0	(251 sq.m.) Plot Area	Plot area 300(250.84 sq.m.)	3.0	3.0	2	4.0	North	Relatively New	NaN	300.0	NaN	0	1	0	1	2	21
3799	flat	mapsko mount ville	sector 79	1.50	8264.0	1815.1016456921589	Super Built up area 1815(168.62 sq.m.)Carpet area: 1071.33 sq.ft. (99.53 sq.m.)	3.0	4.0	3+	11.0	South	Relatively New	1815.0	NaN	1071.33	0	1	0	0	2	144
3800	house	independent	sector 26	9.00	33333.0	(251 sq.m.) Plot Area	Plot area 300(250.84 sq.m.)	5.0	5.0	2	3.0	South-West	Old Property	NaN	300.0	NaN	1	1	1	1	1	110
3801	house	raj villas	sector 52	8.00	25543.0	(291 sq.m.) Carpet Area	Carpet area: 348 (290.97 sq.m.)	6.0	5.0	3+	4.0	East	Undefined	NaN	NaN	348.00	0	0	0	0	0	0
3802	flat	hsiidc sidco shivalik apartments	manesar	0.85	5102.0	1666.0133281066248	Super Built up area 1666(154.78 sq.m.)	3.0	2.0	2	5.0	NaN	Moderately Old	1666.0	NaN	NaN	0	0	0	0	0	0
3803	NaN	NaN	sector 90	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Undefined	NaN	NaN	NaN	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length